Utility

PyTorch, Python utility functions, loaders, classes etc.

Blogs, Websites, Tools, Youtube Channels and other Resources

This md file is inspired from BAILOOL's repo.

Updates

connected-papers

arxiv-sanity	arxivist	nlp-playground

Deep Learning Monitor	Machine Learning Subreddit	Hacker News

Tools

Numba	Ray	PyTorch Lightning	Torch-fidelity	Kornia	JAX	SOLT: Data augmentation in PyTorch

Math

Grant Sanderson	Professor Leonard	Prof Rob	Contemporary Calculus

Probability and Statistics

Visualizing Intro to Prob&Stats	Count Bayesie	Random Services

Topology and Manifolds

Introduction from Colah's Blog	BoundedRationality Blog on Manifolds	Allen Hatcher's Page	TOPOLOGY WITHOUT TEARS (Book)

Digital Magazines

Distill	Gradient	Colah?

Blogs

inFERENCe	Off the Convex Path	explained.ai	Bounded Rationality

Agustinus Kristladi's Tech Blog	Henry Labs

Resources

Advanced ML	Dive into Deep Learning	Deep Learning Drizzle	Model Zoo

Courses

Probabilistic Graphical Models	Deep Generative Models (NYU)	Deep Generative Models (Stanford)	CS109 Harvard

Data Science Handbook	IIT-M DL	Google's Crash Course	CS228-Notes

OTML	Learning From Data

On a Specific Subject

Theory of Deep Learning

Toward theoretical understanding of DL	Divergence Minimization	Knowledge Distillation	Triplet Loss	Optimal Transport	Kantorovich-Rubinstein Duality

Transfer Learning

CS231	Medium

Variational Inference

Eric Jang	Edward	Lil'Log	Medium	Variational Lower Bound	Rui Shu

Semantic Segmentation

Jordan	Mwiti	PyTorch

Machine Translation

Sequence models	Speech and Language Processing	Attention and Memory

Reinforcement Learning

Reproducing a Deep Reinforcement Learning Paper

Generative Models

Notes on exploring StyleGAN v2	GANs, Wasserstein GAN	GANILLA	BigGAN?

MGAN	Interpolation with Generative Models	Style Transfer Losses	Theory of Spectral Normalisation

Super-resolution

Image Superresolution

Few Shot Learning

Literature	Literature 2: Advances	Siamese Neural Networks (PyTorch)	Metric Learning
Project: Realistic Neural Talking Head Models

Machine Vision

CV Online

Probabilistic Robotics	SLAM Course	Project: 3D Face Reconstruction

Datasets

• SIDD

Hacks

Shell	SSH	Numpy <-> PyTorch

ML schools

• EEML